typos fixing

Author: Sword-Code

README.md

@@ -21,7 +21,7 @@ from Filters import Seik, Ghosh
 EnsSize=31
 forgettin_factor=0.7
 ens_filters=[Seik(EnsSize, forget=forgettin_factor), 
-             Ghosh(EnsSize, forget=forgettin_factor))]
+             Ghosh(EnsSize, forget=forgettin_factor)]
 ```
 Each filter needs to know the ensemble size. Other customizations are possible by specifying other arguments (e.g., the chosen forgetting factor, which is 1.0 by default).
 
@@ -72,7 +72,7 @@ test.build_obs(times=obs_times, template=obs_template)
 ```
 The observations in the twin experiment are built given an observation template and observation times.
 
-Initialize experiments, build error affected initial conditions and launch the twin experiments:
+Initialize 100 experiments at once, build error affected initial conditions and launch the twin experiments:
 ```
 test.build_tests()
 n_experiments=100

multi_twin.py

@@ -84,7 +84,7 @@ def main_long(model=Models.Lorenz96(), load_file='Z.npz', save_file='Z_long.npz'
     for delta_obs in delta_obs_array:
         for EnsSize in EnsSize_array:
             i_conf+=1
-            print(f"cofiguration {i_conf} of {n_conf}:")
+            print(f"Configuration {i_conf} of {n_conf}:")
             print(f'computing for delta_obs, EnsSize = {(delta_obs, EnsSize)}')
 
             forget= best[np.nonzero(arrays['delta_obs_array']==delta_obs)[0][0],
@@ -644,7 +644,7 @@ def main(model=Models.Lorenz96(), save_file='Z.npz'):
             for forget in forget_array:
                 for EnsSize in EnsSize_array:
                     i_conf+=1
-                    print(f"cofiguration {i_conf} of {n_conf}:")
+                    print(f"Configuration {i_conf} of {n_conf}:")
                     print(f'computing for truth_t, delta_obs, forget, EnsSize = {(truth_t, delta_obs, forget, EnsSize)}')
 
                     if all([truth_t in saved['truth_t_array'], delta_obs in saved['delta_obs_array'], forget in saved['forget_array'], EnsSize in saved['EnsSize_array']]):